I have completed my teacher education at University of Turku in 2004. I have been teacher of mathematics in cram schools, high schools and universities. I am interested to utilise future technology in teaching of mathematics, programming and medical imaging. I have experience of teaching multiple mathematical software (including MATLAB, Octave, GeoGebra, Python, R) and MOOCs (Massive Open Online Course). I have also given lectures on statistics, image processing and machine learning.
Matriculation exams
Since 2010 I have been involved in the Finnish matriculation examinations (Mathematics).
My former students
List of my former MSc students and PhD students
My current and past teaching include
2024-2025
Autumn 2024, Neuroimaging course 2023 (5 ECTS, organised by Lauri Nummenmaa, University of Turku)
Academic year 2024-2025, Laboratory Internship to Learn Basic Research Methods on Biology and/or Physics (5-15 ECTS, organised together with Diana Toivola, University of Turku)
2023-2024
Spring 2024, Signal and Image Processing (4 ECTS, organised by Seppo Mattila, University of Turku)
Spring 2024, PET basics (2 ECTS, organised by Anne Roivainen, University of Turku)
Autumn 2023, Neuroimaging course 2023 (5 ECTS, organised by Lauri Nummenmaa, University of Turku)
Autumn 2023, Statistics in Biomedical Sciences (2 ECTS, University of Turku)
Autumn 2023, Statistical Data Analysis (5 ECTS, University of Turku)
Academic year 2023-2024, Laboratory Internship to Learn Basic Research Methods on Biology and/or Physics (5-15 ECTS, organised together with Diana Toivola, University of Turku)
Academic year 2023-2024, Biomedical Imaging: Thesis Plan, Seminar and Practical Laboratory Work (20 ECTS, organised together with Diana Toivola, University of Turku)
Academic year 2023-2024, Medical Imaging Project Work (5 ECTS, organised together with Abdulhamit Subasi, University of Turku)
2022-2023
Spring 2023, PET scientific seminar (1 ECTS, University of Turku)
Spring 2023, PET basics (2 ECTS, organised by Anne Roivainen, University of Turku)
Autumn 2022, Statistics in Biomedical Sciences (2 ECTS, University of Turku)
Autumn 2022, Statistical Data Analysis (5 ECTS, University of Turku)
Autumn 2022, PET scientific seminar (1 ECTS, University of Turku)
Academic year 2022-2023, Laboratory Internship to Learn Basic Research Methods on Biology and/or Physics (5-15 ECTS, organised together with Diana Toivola, University of Turku)
Academic year 2022-2023, Biomedical Imaging: Thesis Plan, Seminar and Practical Laboratory Work (20 ECTS, organised together with Diana Toivola, University of Turku)
Academic year 2022-2023, Medical Imaging Project Work (5 ECTS, organised together with Abdulhamit Subasi, University of Turku)
2021-2022
Spring 2022, Signal and Image Processing (4 ECTS, organised by Seppo Mattila, University of Turku)
Spring 2022, PET scientific seminar (1 ECTS, University of Turku)
Spring 2022, Statistics in Biomedical Sciences (2 ECTS, University of Turku)
Spring 2022, PET basics (2 ECTS, organised by Anne Roivainen, University of Turku)
Spring 2022, Jump to Medical Research in the UTU (2 ECTS, organised by Helena Virtanen & Pilvi Riihilä, University of Turku)
Autumn 2021, Teköäly diagnostiikan, lääkekehityksen ja kuvantamisen palveluksessa (2 ECTS, organised by Laura Mairinoja, University of Turku)
Autumn 2021, Bioimage informatics I (5 ECTS, organised by Abdulhamit Subasi, University of Turku)
Autumn 2021, Mallinnusprojekti [Modelling project] (8-12 ECTS, organised by Marko Mäkelä, University of Turku)
Autumn 2021, Capstone (10 ECTS, organised by Timo Vasankari, University of Turku)
Academic year 2021-2022, Laboratory Internship to Learn Basic Research Methods on Biology and/or Physics (5-15 ECTS, organised together with Diana Toivola, University of Turku)
Academic year 2021-2022, Biomedical Imaging: Thesis Plan, Seminar and Practical Laboratory Work (20 ECTS, organised together with Diana Toivola, University of Turku)
Academic year 2021-2022, Medical Imaging Project Work (5 ECTS, organised together with Abdulhamit Subasi, University of Turku)
2020-2021
Spring 2021, Statistics in Biomedical Sciences (2 ECTS, University of Turku)
Spring 2021, Capstone (10 ECTS, organised by Timo Vasankari, University of Turku)
Spring 2021, PET basics (2 ECTS, organised by Anne Roivainen, University of Turku)
Autumn 2020, Teköäly diagnostiikan, lääkekehityksen ja kuvantamisen palveluksessa (2 ECTS, organised by Laura Mairinoja, University of Turku)
Academic year 2020-2021, Laboratory Internship to Learn Basic Research Methods on Biology and/or Physics (5-15 ECTS, organised together with Diana Toivola, University of Turku)
Academic year 2020-2021, Biomedical Imaging: Thesis Plan, Seminar and Practical Laboratory Work (20 ECTS, organised together with Diana Toivola, University of Turku)
Academic year 2020-2021, Medical Imaging Project Work (5 ECTS, organised together with Abdulhamit Subasi, University of Turku)
2019-2020
Spring 2020, Jobitti course Bioimage informatics II (5 ECTS, organised by Laura Mairinoja, University of Turku)
Autumn 2019, Machine learning seminar (Turku PET Centre)
Autumn 2019, Jobitti course Bioimage informatics I (5 ECTS, organised by Laura Mairinoja, University of Turku)
Autumn 2019, Mallinnusprojekti [Modelling project] (8-12 ECTS, organised by Marko Mäkelä, University of Turku)
Autumn 2019, JoMa (Joustavaan matematiikkaan) course Geometriaa ja ohjelmointia [Geometry and programming] (2 ECTS, together with Peter Hästö, University of Oulu, MOOC)
Academic year 2019-2020, Laboratory Internship to Learn Basic Research Methods on Biology and/or Physics (5-15 ECTS, organised together with Diana Toivola, University of Turku)
Academic year 2019-2020, Biomedical Imaging: Thesis Plan, Seminar and Practical Laboratory Work (20 ECTS, organised together with Diana Toivola, University of Turku)
Academic year 2019-2020, Medical Imaging Project Work (5 ECTS, organised together with Abdulhamit Subasi, University of Turku)
2018-2019
Spring 2019, Bioinformatics Journal Club (University of Turku)
Autumn 2018, Geometriaa ja ohjelmointia [Geometry and programming] (MOOC)
Autumn 2018, Bioinformatics Journal Club (University of Turku)
Autumn 2018, Systems biology (University of Turku)
2017-2018
Autumn 2017, Geometriaa ja ohjelmointia [Geometry and programming] (University of Turku)
Autumn 2017, Statistical Analysis of Biochemical Data – From Experimental Design to Data
Display (2 ECTS, together with Erika Artukka, University of Turku)
Spring 2018, Geometriaa ja ohjelmointia [Geometry and programming] (University of Helsinki)
Spring 2018, EDUFI Winter school (1 day workshop)
2016-2017
Spring 2017, Survival Analysis and Cox Model (2 ECTS, University of Turku)
2015-2016
Spring 2016, Algerbraic Topology (7 weeks, Massey University)
Autumn 2015 and Spring 2016, Didaktisen gradun projekti [Didactics seminar] (University of Turku)
Autumn 2015, Matemaattiset ohjelmistot opetuksessa [Mathematical programs in teaching] (5 ECTS, University of Turku)
Autumn 2015, Matematiikan demonstraatiokurssi [Mathematical demonstration] (5 ECTS, together with Petteri Harjulehto, University of Turku)
Autumn 2015, Mallinnusprojekti [Modelling project] (10 ECTS, organised by Marko Mäkelä, University of Turku)
2014-2015
Spring 2015, Tieteellinen laskenta I [Scientific computing I] (4 ECTS, University of Turku)
Autumn 2014, Matemaattiset ohjelmistot opetuksessa [Mathematical programs in teaching] (5 ECTS, University of Turku)
2013-2014
Autumn 2013, Matematiikan demonstraatiokurssi [Mathematical demonstration] (5 ECTS, together with Petteri Harjulehto, University of Turku)
Autumn 2013, Matemaattiset ohjelmistot opetuksessa [Mathematical programs in teaching] (5 ECTS, University of Turku)
2012-2013
Spring 2013, Matematiikan opetusmateriaali (2 ECTS, University of Turku)
Autumn 2012, Matemaattiset ohjelmistot opetuksessa [Mathematical programs in teaching] (5 ECTS, University of Turku)
Autumn 2012, Matematiikan demonstraatiokurssi [Mathematical demonstration] (3 ECTS, together with Petteri Harjulehto, University of Turku)
2011-2012
Autumn 2011, Matemaattiset ohjelmistot opetuksessa [Mathematical programs in teaching] (5 ECTS, University of Turku)
Autumn 2011, Mallinnusprojekti [Modelling project] (10 ECTS, organised by Marko Mäkelä, University of Turku)
2010-2011
Autumn 2010, Matemaattiset ohjelmistot opetuksessa [Mathematical programs in teaching] (5 ECTS, University of Turku)
2009-2010
Spring 2010, Opettajalinjan seminaari 2010 (2 ECTS, University of Turku)